healthcare-eval-harness

Automate patient-safety verification for healthcare application deployments in CI/CD pipelines.

1|Updated Apr 7, 2026
One-click install
npx skills add https://github.com/riftzen-bit/gemini-setup --skill healthcare-eval-harness-riftzen-bit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: healthcare-eval-harness
Source: https://github.com/riftzen-bit/gemini-setup/tree/main/skills/healthcare-eval-harness
Command: npx skills add https://github.com/riftzen-bit/gemini-setup --skill healthcare-eval-harness-riftzen-bit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Ensures patient safety by gating healthcare application deployments; a single CRITICAL failure blocks production.

Core Features & Use Cases

  • CRITICAL gates enforce 100% pass for CDSS Accuracy, PHI Exposure, and Data Integrity before deployment.
  • HIGH gates require 95%+ pass for Clinical Workflow and Integration, enabling safe deployments with review.
  • Works within CI/CD pipelines to evaluate EMR/EHR changes, authentication updates, and data-schema migrations.

Quick Start

Run the Healthcare Eval Harness in your CI/CD workflow to automatically validate CDSS accuracy, PHI exposure, data integrity, clinical workflow, and integration compliance.

Frequently Asked Questions about healthcare-eval-harness

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I block unsafe healthcare application deployments in CI/CD?

You can block unsafe healthcare deployments by running automated patient-safety verification in your CI/CD pipeline, which enforces 100% pass rates on CDSS accuracy, PHI exposure, and data integrity gates to halt production releases on critical failures.

What is CDSS accuracy verification for EHR deployments?

CDSS accuracy verification is an automated patient-safety gate that enforces 100% pass rates for clinical decision support system logic updates within CI/CD pipelines before any EMR or EHR deployment proceeds to production.

Does the healthcare eval harness work with data schema migrations?

Yes, the healthcare eval harness works within CI/CD pipelines to validate data schema migrations, enforcing 100% data integrity and PHI exposure gate pass rates while requiring 95%+ on integration gates before deployment proceeds.

Can I deploy with failures on clinical workflow and integration gates?

Yes, clinical workflow and integration gates are classified as HIGH severity, requiring a 95% or higher pass rate to enable safe deployments with review, unlike CRITICAL gates which demand 100% compliance.

When do I need automated PHI exposure checks in a deployment pipeline?

Automated PHI exposure checks are needed during EMR or EHR deployments, authentication changes, and data schema migrations to enforce strict data integrity and block production if protected health information is exposed.

Why does a single critical failure block my healthcare application deployment?

A single critical failure blocks deployment because CRITICAL gates enforce 100% pass rates for CDSS accuracy, PHI exposure, and data integrity, ensuring patient safety by preventing flawed healthcare application updates from reaching production.